{
 "cells": [
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   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.linkedin.com/company/orenj-i/)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 39: Mean Semi Kurtosis Optimization\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  25 of 25 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'AMZN', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'AAPL', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>...</th>\n",
       "      <th>MO</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-10-19 00:00:00+00:00</th>\n",
       "      <td>1.5230%</td>\n",
       "      <td>-0.3778%</td>\n",
       "      <td>0.0475%</td>\n",
       "      <td>-0.8599%</td>\n",
       "      <td>-1.4332%</td>\n",
       "      <td>-3.0011%</td>\n",
       "      <td>0.1113%</td>\n",
       "      <td>1.2968%</td>\n",
       "      <td>3.4360%</td>\n",
       "      <td>-0.8764%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6741%</td>\n",
       "      <td>0.1474%</td>\n",
       "      <td>0.6339%</td>\n",
       "      <td>-0.1823%</td>\n",
       "      <td>-0.7728%</td>\n",
       "      <td>1.1384%</td>\n",
       "      <td>-1.1144%</td>\n",
       "      <td>-1.2872%</td>\n",
       "      <td>0.4575%</td>\n",
       "      <td>-0.8025%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-22 00:00:00+00:00</th>\n",
       "      <td>0.6110%</td>\n",
       "      <td>1.4325%</td>\n",
       "      <td>-1.9240%</td>\n",
       "      <td>-0.0786%</td>\n",
       "      <td>-0.6335%</td>\n",
       "      <td>-6.2984%</td>\n",
       "      <td>-0.6392%</td>\n",
       "      <td>-1.1024%</td>\n",
       "      <td>0.0527%</td>\n",
       "      <td>-0.3221%</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0331%</td>\n",
       "      <td>0.8927%</td>\n",
       "      <td>-0.8661%</td>\n",
       "      <td>0.4483%</td>\n",
       "      <td>-2.8972%</td>\n",
       "      <td>-0.6085%</td>\n",
       "      <td>-0.6075%</td>\n",
       "      <td>-0.8634%</td>\n",
       "      <td>0.1457%</td>\n",
       "      <td>-3.4490%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-23 00:00:00+00:00</th>\n",
       "      <td>0.9427%</td>\n",
       "      <td>-1.1513%</td>\n",
       "      <td>-3.6570%</td>\n",
       "      <td>-1.6658%</td>\n",
       "      <td>-0.4202%</td>\n",
       "      <td>-0.4520%</td>\n",
       "      <td>-0.2797%</td>\n",
       "      <td>-0.5034%</td>\n",
       "      <td>0.1845%</td>\n",
       "      <td>-3.9947%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.8808%</td>\n",
       "      <td>-1.3956%</td>\n",
       "      <td>0.4766%</td>\n",
       "      <td>-5.1240%</td>\n",
       "      <td>-0.0321%</td>\n",
       "      <td>1.0714%</td>\n",
       "      <td>-1.0807%</td>\n",
       "      <td>-1.8308%</td>\n",
       "      <td>4.0560%</td>\n",
       "      <td>4.0353%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-24 00:00:00+00:00</th>\n",
       "      <td>-3.4302%</td>\n",
       "      <td>-5.9083%</td>\n",
       "      <td>-4.5500%</td>\n",
       "      <td>1.3141%</td>\n",
       "      <td>-1.8041%</td>\n",
       "      <td>-3.5933%</td>\n",
       "      <td>-4.2917%</td>\n",
       "      <td>0.8674%</td>\n",
       "      <td>0.9994%</td>\n",
       "      <td>-4.1108%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.7438%</td>\n",
       "      <td>-5.3469%</td>\n",
       "      <td>3.5178%</td>\n",
       "      <td>-4.2683%</td>\n",
       "      <td>-1.3479%</td>\n",
       "      <td>-8.0558%</td>\n",
       "      <td>-1.2403%</td>\n",
       "      <td>-4.2187%</td>\n",
       "      <td>0.3671%</td>\n",
       "      <td>-3.3065%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-25 00:00:00+00:00</th>\n",
       "      <td>2.1898%</td>\n",
       "      <td>7.0887%</td>\n",
       "      <td>0.4740%</td>\n",
       "      <td>2.5716%</td>\n",
       "      <td>0.5186%</td>\n",
       "      <td>0.7782%</td>\n",
       "      <td>5.0411%</td>\n",
       "      <td>-0.5733%</td>\n",
       "      <td>-1.1719%</td>\n",
       "      <td>2.1585%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3641%</td>\n",
       "      <td>5.8444%</td>\n",
       "      <td>-1.0309%</td>\n",
       "      <td>0.4914%</td>\n",
       "      <td>0.9109%</td>\n",
       "      <td>-1.2516%</td>\n",
       "      <td>4.3662%</td>\n",
       "      <td>1.3799%</td>\n",
       "      <td>-1.7241%</td>\n",
       "      <td>3.3538%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              AAPL     AMZN      APA       BA      BAX  \\\n",
       "Date                                                                     \n",
       "2018-10-19 00:00:00+00:00  1.5230% -0.3778%  0.0475% -0.8599% -1.4332%   \n",
       "2018-10-22 00:00:00+00:00  0.6110%  1.4325% -1.9240% -0.0786% -0.6335%   \n",
       "2018-10-23 00:00:00+00:00  0.9427% -1.1513% -3.6570% -1.6658% -0.4202%   \n",
       "2018-10-24 00:00:00+00:00 -3.4302% -5.9083% -4.5500%  1.3141% -1.8041%   \n",
       "2018-10-25 00:00:00+00:00  2.1898%  7.0887%  0.4740%  2.5716%  0.5186%   \n",
       "\n",
       "                               BMY    CMCSA      CNP      CPB       DE  ...  \\\n",
       "Date                                                                    ...   \n",
       "2018-10-19 00:00:00+00:00 -3.0011%  0.1113%  1.2968%  3.4360% -0.8764%  ...   \n",
       "2018-10-22 00:00:00+00:00 -6.2984% -0.6392% -1.1024%  0.0527% -0.3221%  ...   \n",
       "2018-10-23 00:00:00+00:00 -0.4520% -0.2797% -0.5034%  0.1845% -3.9947%  ...   \n",
       "2018-10-24 00:00:00+00:00 -3.5933% -4.2917%  0.8674%  0.9994% -4.1108%  ...   \n",
       "2018-10-25 00:00:00+00:00  0.7782%  5.0411% -0.5733% -1.1719%  2.1585%  ...   \n",
       "\n",
       "                                MO     MSFT       NI     PCAR      SEE  \\\n",
       "Date                                                                     \n",
       "2018-10-19 00:00:00+00:00  1.6741%  0.1474%  0.6339% -0.1823% -0.7728%   \n",
       "2018-10-22 00:00:00+00:00 -1.0331%  0.8927% -0.8661%  0.4483% -2.8972%   \n",
       "2018-10-23 00:00:00+00:00  0.8808% -1.3956%  0.4766% -5.1240% -0.0321%   \n",
       "2018-10-24 00:00:00+00:00  0.7438% -5.3469%  3.5178% -4.2683% -1.3479%   \n",
       "2018-10-25 00:00:00+00:00  1.3641%  5.8444% -1.0309%  0.4914%  0.9109%   \n",
       "\n",
       "                                 T      TMO      TXT       VZ     ZION  \n",
       "Date                                                                    \n",
       "2018-10-19 00:00:00+00:00  1.1384% -1.1144% -1.2872%  0.4575% -0.8025%  \n",
       "2018-10-22 00:00:00+00:00 -0.6085% -0.6075% -0.8634%  0.1457% -3.4490%  \n",
       "2018-10-23 00:00:00+00:00  1.0714% -1.0807% -1.8308%  4.0560%  4.0353%  \n",
       "2018-10-24 00:00:00+00:00 -8.0558% -1.2403% -4.2187%  0.3671% -3.3065%  \n",
       "2018-10-25 00:00:00+00:00 -1.2516%  4.3662%  1.3799% -1.7241%  3.3538%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].iloc[-300:,:].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Estimating Mean Semi Kurtosis Portfolios\n",
    "\n",
    "The Semi Kurtosis portfolio model proposed by __[Cajas (2022)](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3988927)__ shows how to optimize the fourth lower moment of portfolio returns using an lower semi cokurtosis matrix as an heuristic in a similar way than lower semi covariance matrix. \n",
    "\n",
    "It is recommended to use MOSEK to optimize Kurtosis for a large number of assets due the model use semidefinite programming. Also, for a large number of assets is recommended to use the relaxed version of this model based only on second order cone programming. To use the relaxed version we have to use a number of assets higher than the property __n_max_kurt__, so for example if number of assets is 30 and we set __port.n_max_kurt = 25__, riskfolio-lib is going to use the relaxed version.\n",
    "\n",
    "Instructions to install MOSEK are in this __[link](https://docs.mosek.com/9.2/install/installation.html)__, is better to install using Anaconda. Also you will need a license, I recommend you that ask for an academic license __[here](https://www.mosek.com/products/academic-licenses/)__.\n",
    "\n",
    "### 2.1 Calculating the portfolio that optimize return/semi kurtosis ratio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You must convert self.kurt to a positive definite matrix\n",
      "You must convert self.skurt to a positive definite matrix\n"
     ]
    },
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>...</th>\n",
       "      <th>MO</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.2934%</td>\n",
       "      <td>1.5071%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>10.1991%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.7229%</td>\n",
       "      <td>5.3221%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.1385%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>27.6924%</td>\n",
       "      <td>0.0000%</td>\n",
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       "           AAPL    AMZN     APA      BA     BAX     BMY   CMCSA     CNP  \\\n",
       "weights 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 2.2934% 1.5071% 0.0000%   \n",
       "\n",
       "             CPB      DE  ...      MO    MSFT      NI    PCAR     SEE       T  \\\n",
       "weights 10.1991% 0.0000%  ... 0.0000% 0.0000% 0.0000% 4.7229% 5.3221% 0.0000%   \n",
       "\n",
       "            TMO     TXT       VZ    ZION  \n",
       "weights 5.1385% 0.0000% 27.6924% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
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    }
   ],
   "source": [
    "import riskfolio as rp\n",
    "import mosek\n",
    "\n",
    "# Building the portfolio object\n",
    "port = rp.Portfolio(returns=Y)\n",
    "\n",
    "# Calculating optimum portfolio\n",
    "\n",
    "# Select method and estimate input parameters:\n",
    "\n",
    "method_mu='hist' # Method to estimate expected returns based on historical data.\n",
    "method_cov='hist' # Method to estimate covariance matrix based on historical data.\n",
    "method_kurt='hist' # Method to estimate cokurtosis square matrix based on historical data.\n",
    "\n",
    "port.assets_stats(method_mu=method_mu,\n",
    "                  method_cov=method_cov,\n",
    "                  method_kurt=method_kurt,\n",
    "                  )\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "port.solvers = ['MOSEK'] # It is recommended to use mosek when optimizing Semi Kurtosis\n",
    "\n",
    "model ='Classic' # Could be Classic (historical), BL (Black Litterman) or FM (Factor Model)\n",
    "rm = 'SKT' # Risk measure used, this time will be Tail Gini Range\n",
    "obj = 'Sharpe' # Objective function, could be MinRisk, MaxRet, Utility or Sharpe\n",
    "hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "rf = 0 # Risk free rate\n",
    "l = 0 # Risk aversion factor, only useful when obj is 'Utility'\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "ax = rp.plot_pie(w=w,\n",
    "                 title='Sharpe Mean - Kurtosis',\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 cmap = \"tab20\",\n",
    "                 height=6,\n",
    "                 width=10,\n",
    "                 ax=None)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Plotting risk measures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_hist(returns=Y,\n",
    "                  w=w,\n",
    "                  alpha=0.05,\n",
    "                  bins=50,\n",
    "                  height=6,\n",
    "                  width=10,\n",
    "                  ax=None)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.4 Calculate efficient frontier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The problem doesn't have a solution with actual input parameters\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>...</th>\n",
       "      <th>MO</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.4623%</td>\n",
       "      <td>6.3368%</td>\n",
       "      <td>12.0105%</td>\n",
       "      <td>16.6036%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>10.2421%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.6466%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.8630%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>28.2498%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.0661%</td>\n",
       "      <td>5.9073%</td>\n",
       "      <td>11.2329%</td>\n",
       "      <td>11.7564%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>5.6056%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.9894%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.2228%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>30.2243%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.5691%</td>\n",
       "      <td>5.4440%</td>\n",
       "      <td>8.8880%</td>\n",
       "      <td>4.5463%</td>\n",
       "      <td>0.0774%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.4447%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.7236%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>33.1232%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.1882%</td>\n",
       "      <td>5.4249%</td>\n",
       "      <td>6.5309%</td>\n",
       "      <td>0.0001%</td>\n",
       "      <td>4.9116%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.7877%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.6778%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0002%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>33.0475%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0001%</td>\n",
       "      <td>4.4637%</td>\n",
       "      <td>4.2341%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.1199%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0001%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.8824%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.0222%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>32.0413%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     AAPL    AMZN     APA      BA     BAX     BMY    CMCSA      CNP     CPB  \\\n",
       "0 0.0000% 0.0000% 0.0000% 0.0000% 1.4623% 6.3368% 12.0105% 16.6036% 0.0000%   \n",
       "1 0.0000% 0.0000% 0.0000% 0.0000% 1.0661% 5.9073% 11.2329% 11.7564% 0.0000%   \n",
       "2 0.0000% 0.0000% 0.0000% 0.0000% 0.5691% 5.4440%  8.8880%  4.5463% 0.0774%   \n",
       "3 0.0000% 0.0000% 0.0000% 0.0000% 0.1882% 5.4249%  6.5309%  0.0001% 4.9116%   \n",
       "4 0.0000% 0.0000% 0.0000% 0.0000% 0.0001% 4.4637%  4.2341%  0.0000% 8.1199%   \n",
       "\n",
       "       DE  ...       MO    MSFT      NI    PCAR     SEE       T     TMO  \\\n",
       "0 0.0000%  ... 10.2421% 0.0000% 5.6466% 0.0000% 8.8630% 0.0000% 0.0000%   \n",
       "1 0.0000%  ...  5.6056% 0.0000% 5.9894% 0.0000% 9.2228% 0.0000% 0.0000%   \n",
       "2 0.0000%  ...  0.0000% 0.0000% 7.4447% 0.0000% 9.7236% 0.0000% 0.0000%   \n",
       "3 0.0000%  ...  0.0000% 0.0000% 4.7877% 0.0000% 8.6778% 0.0000% 0.0002%   \n",
       "4 0.0000%  ...  0.0000% 0.0000% 0.0001% 0.0000% 6.8824% 0.0000% 2.0222%   \n",
       "\n",
       "      TXT       VZ    ZION  \n",
       "0 0.0000% 28.2498% 0.0000%  \n",
       "1 0.0000% 30.2243% 0.0000%  \n",
       "2 0.0000% 33.1232% 0.0000%  \n",
       "3 0.0000% 33.0475% 0.0000%  \n",
       "4 0.0000% 32.0413% 0.0000%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = 50 # Number of points of the frontier\n",
    "\n",
    "frontier = port.efficient_frontier(model=model, rm=rm, points=points, rf=rf, hist=hist)\n",
    "\n",
    "display(frontier.T.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier\n",
    "\n",
    "label = 'Max Risk Adjusted Return Portfolio' # Title of point\n",
    "mu = port.mu # Expected returns\n",
    "cov = port.cov # Covariance matrix\n",
    "returns = port.returns # Returns of the assets\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n",
    "                      rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n",
    "                      marker='*', s=16, c='r', height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting efficient frontier composition\n",
    "\n",
    "ax = rp.plot_frontier_area(w_frontier=frontier, cmap=\"tab20\", height=6, width=10, ax=None)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Estimating Risk Parity Portfolios for Square Root Semi Kurtosis\n",
    "\n",
    "### 3.1 Calculating the risk parity portfolio for Square Root Semi Kurtosis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>...</th>\n",
       "      <th>MO</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>2.5334%</td>\n",
       "      <td>2.6996%</td>\n",
       "      <td>2.4343%</td>\n",
       "      <td>3.6101%</td>\n",
       "      <td>4.2747%</td>\n",
       "      <td>4.0051%</td>\n",
       "      <td>4.0332%</td>\n",
       "      <td>6.4980%</td>\n",
       "      <td>4.6227%</td>\n",
       "      <td>2.5405%</td>\n",
       "      <td>...</td>\n",
       "      <td>5.6576%</td>\n",
       "      <td>2.9168%</td>\n",
       "      <td>5.8968%</td>\n",
       "      <td>3.4460%</td>\n",
       "      <td>4.6167%</td>\n",
       "      <td>3.9412%</td>\n",
       "      <td>3.5702%</td>\n",
       "      <td>3.2022%</td>\n",
       "      <td>7.6374%</td>\n",
       "      <td>3.4864%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           AAPL    AMZN     APA      BA     BAX     BMY   CMCSA     CNP  \\\n",
       "weights 2.5334% 2.6996% 2.4343% 3.6101% 4.2747% 4.0051% 4.0332% 6.4980%   \n",
       "\n",
       "            CPB      DE  ...      MO    MSFT      NI    PCAR     SEE       T  \\\n",
       "weights 4.6227% 2.5405%  ... 5.6576% 2.9168% 5.8968% 3.4460% 4.6167% 3.9412%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 3.5702% 3.2022% 7.6374% 3.4864%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "b = None # Risk contribution constraints vector\n",
    "\n",
    "w_rp = port.rp_optimization(model=model, rm=rm, rf=rf, b=b, hist=hist)\n",
    "\n",
    "display(w_rp.T)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_pie(w=w_rp,\n",
    "                 title='Risk Parity Square Root Semi Kurtosis',\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 cmap=\"tab20\",\n",
    "                 height=6,\n",
    "                 width=10,\n",
    "                 ax=None)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Plotting Risk Composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_risk_con(w_rp, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.05,\n",
    "                      color=\"tab:blue\", height=6, width=10, ax=None)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Due to semi kurtosis use an heuristic based on lower semi cokurtosis matrix to approach portfolio lower semi kurtosis, the solution is only an approximation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier\n",
    "ws = pd.concat([w, w_rp],axis=1)\n",
    "ws.columns = [\"Max Return/ Semi Kurtosis\", \"Risk Parity Semi Kurtosis\"]\n",
    "\n",
    "mu = port.mu # Expected returns\n",
    "cov = port.cov # Covariance matrix\n",
    "returns = port.returns # Returns of the assets\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n",
    "                      rf=rf, alpha=0.05, cmap='viridis', w=ws,\n",
    "                      marker='*', s=16, c='r', height=6, width=10, ax=None)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
